Main Logo
Logo

Society for Pediatric Radiology – Poster Archive

  171
  0
  0
 
 


Final ID: Paper #: 160

Apparent Diffusion Coefficient Histogram Radiomic Metrics for Classification of Intraventricular Pediatric Brain Tumors

Purpose or Case Report: Accurate preoperative imaging diagnosis of supratentorial pediatric intraventricular tumors is not always straightforward. Conventional MRI features such as T1- and T2-weighted signal and contrast enhancement may overlap among various choroid plexus tumors and embryonal tumors. This study aimed to perform apparent diffusion coefficient (ADC) histogram analysis, assessing various metrics in different intraventricular for histological classification.
Methods & Materials: Twenty-three intraventricular pediatric tumors were retrospectively evaluated. There were 12 choroid plexus papillomas (CPP), six choroid plexus carcinomas (CPC), three ATRTs, one PNET, and one medulloepithelioma. The ATRT, PNET, and medulloepithelioma cases were bundled in a single group of embryonal tumors according to the 2016 WHO classification of brain tumors. All tumors were investigated by MRI by using diffusion-weighted imaging. All tumors were manually segmented using an in-house developed parametric (pMRI) software and diffusivity metrics were automatically calculated on a pixel-by-pixel basis. Only the solid components of the lesions were included in the analysis. The following first-order histogram radiomic metrics were calculated: mean ADCmean, ADCKurtosis, ADCskewness, ADCvariance, and Shannon index of entropy. Differences in the whole tumor metrics were assessed using the Kruskal-Wallis test with post hoc comparison.
Results: There were significant differences in ADCmean (1744±101 vs 1215±136 vs 971±150 10-3mm/s2, p<0.002) ADCKurtosis (1.01±0.54 vs 2.191±0.739 vs 4.635±0.809, p<0.022) among choroid plexus papilloma, choroid plexus carcinoma, and intraventricular embryonal tumors, respectively. In post hoc analysis, the ADCmean of CPP was significantly higher than CPC and embryonal tumors, and on the other hand, the ADCkurtosis of embryonal tumors was significantly higher from both types of choroid plexus tumors.
Conclusions: Embryonal tumors had significantly lower ADCmean values as compared with choroid plexus tumors. CPC had significantly lower ADCmean values as compared with CPP. ADC histograms of embryonal tumors were significantly more leptokurtic than choroid plexus tumors. ADC histograms of CPPs were significantly more platykurtic than CPPs. ADCmean of the whole tumor and the shape of the ADC histograms may be useful metrics for the preoperative histological diagnosis of pediatric supratentorial tumors.
  • Goncalves, Fabricio  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Khrichenko, Dmitry  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Martin-saavedra, Juan  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Alves, Cesar Augusto  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Teixeira, Sara  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Andronikou, Savvas  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
  • Vossough, Arastoo  ( CHILDRENS HOSPITAL OF PHILADELPHIA , Philadelphia , Pennsylvania , United States )
Session Info:

Scientific Session VI-B: Neuroradiology

Neuroradiology

SPR Scientific Papers

More abstracts on this topic:
Diffusion Weighted Imaging of the Spine for the Technologist - What You Need to Know

Weisel Scott, Jones Richard, Palasis Susan

DTI Evaluation of Physes with Bone Bridges: Preliminary Experience

Santos Laura, Kammen Bamidele, Sabharwal Sanjeev, Kvist Ola, Hitt Dave, Jambawalikar Sachin, Jaramillo Diego

More abstracts from these authors:
Quantitative Proton Magnetic Resonance Spectroscopy in Primary Mitochondrial Disorders

Goncalves Fabricio, Wang Dah-jyuu, Goldman-yassen Adam, Martin-saavedra Juan, Alves Cesar Augusto, Teixeira Sara, Andronikou Savvas, Vossough Arastoo

Imaging Phenotype of Primary Mitochondrial Disorders in Neonates

Alves Cesar Augusto, Teixeira Sara, Martin-saavedra Juan, Goncalves Fabricio, Goldstein Amy, Andronikou Savvas, Ganetzky Rebecca, Vossough Arastoo

Due to circumstances surrounding the coronavirus pandemic, this final ePoster exhibit was not submitted.
You have to be authorized to contact abstract author. Please, Login or Signup.

Please note that this is a separate login, not connected with your credentials used for the SPR main website.

Not Available

Comments

We encourage you to join the discussion by posting your comments and questions below.

Presenters will be notified of your post so that they can respond as appropriate.

This discussion platform is provided to foster engagement, and stimulate conversation and knowledge sharing.

Please click here to review the full terms and conditions for engaging in the discussion, including refraining from product promotion and non-constructive feedback.

 

You have to be authorized to post a comment. Please, Login or Signup.

Please note that this is a separate login, not connected with your credentials used for the SPR main website.


   Rate this abstract  (Maximum characters: 500)